PAIR-Bench defines a progressive hinting protocol with failure-region and hint-depth controls to measure LLM code refinement trajectories in detail.
SWE-bench: Can language models resolve real-world github issues?
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
A case study with 105 network engineers found that an LLM chatbot with RAG, CLI control, and ticket access received positive evaluations in 68.1% of interactions while assisting with building and operating a large demonstration network.
citing papers explorer
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Benchmarking Code Improvement with Progressive, Adaptive, and Interactive Feedback
PAIR-Bench defines a progressive hinting protocol with failure-region and hint-depth controls to measure LLM code refinement trajectories in detail.
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How Helpful is LLM Assistance in Network Operations? A Case Study at a Large Demonstration Network
A case study with 105 network engineers found that an LLM chatbot with RAG, CLI control, and ticket access received positive evaluations in 68.1% of interactions while assisting with building and operating a large demonstration network.